Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "42"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 42 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 251 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 231 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_22174/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 42, Node 4:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.078832 -0.713056 0.079767 -0.269230 0.431904 0.378388 -0.425315 -0.573627 0.7748 0.7696 0.2344 24.292552 18.371266
2459593 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.718091 1.068772 -0.355453 0.380554 0.659098 0.548592 -0.860126 -0.806825 0.7064 0.6938 0.2202 7.944909 6.886395
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.514610 -0.482724 -0.068310 -0.594877 1.115521 -0.456934 2.163935 -0.116051 0.0522 0.0499 0.0067 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 342.600548 349.871921 inf inf 32.993592 81.034302 170.387880 998.762539 nan nan nan 0.000000 0.000000
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 349.204621 362.524920 inf inf 30.328094 36.382483 161.627634 253.985473 nan nan nan 0.000000 0.000000
2459589 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.004962 0.902727 -0.110694 0.238052 0.055401 0.323251 -0.911450 -0.890556 0.6793 0.6678 0.2445 8.487809 7.296459
2459588 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.051090 0.284170 -0.314748 0.427370 0.044327 -0.414959 -0.773362 -0.667590 0.7605 0.7395 0.1994 15.083372 10.517019
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% -0.644377 0.810643 6.071773 -0.350517 -23.333991 -23.858603 -4.675000 -4.393628 nan nan nan 4.922166 5.287642
2459586 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.000308 1.111591 0.091110 0.466302 -1.220244 0.259973 -0.930517 -0.264994 0.6215 0.6291 0.3161 5.379842 5.106524
2459585 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.541729 0.875247 -0.151328 1.022304 -0.003333 -0.189887 0.635986 0.090157 0.0426 0.0524 0.0039 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.602410 5.595912 7.294318 0.947159 11.291764 13.204551 38.620246 42.381113 0.5775 0.5802 0.3245 6.063362 4.909693
2459583 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.134291 1.373318 2.544772 2.270562 -0.723046 0.619055 -0.993618 -0.485791 0.6204 0.6198 0.3377 5.720788 6.126726
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 291.719445 296.101098 inf inf 11597.978912 11426.375462 6076.035513 6056.694409 nan nan nan 0.000000 0.000000
2459581 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.033929 1.698137 2.359364 1.958393 -0.617365 0.879117 -0.943129 -0.494207 0.6210 0.6186 0.3401 3.768294 3.643190
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.679111 1.177613 3.175968 2.231208 -0.603591 0.301711 -1.309562 -0.547031 0.6212 0.6246 0.3356 7.290349 6.900611
2459579 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.782530 1.292390 3.728563 3.015080 -0.299614 1.433694 -1.155792 -0.219001 0.6170 0.6206 0.3386 6.197331 5.266384
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.175597 -0.214868 0.214718 -0.504583 1.371254 0.406258 -0.457406 -0.175226 0.0521 0.0592 0.0087 nan nan
2459577 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.940688 1.445943 2.359857 1.977071 -0.394300 1.237219 -1.095231 -0.525318 0.6255 0.6278 0.3360 4.957414 4.562099
2459576 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.392840 1.480347 1.862533 1.821073 -0.467291 1.570474 -1.045164 -0.250672 0.6242 0.6290 0.3402 6.954416 6.710726
2459575 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.797279 0.779996 1.709102 1.655316 -0.090981 0.946322 1.397226 1.869049 0.7013 0.7027 0.3029 0.000000 0.000000
2459574 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.577366 1.222794 1.507874 1.569297 -0.367741 2.170363 -0.737610 -0.154038 0.6297 0.6346 0.3364 4.707076 4.578975
2459573 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.781805 0.912932 3.797002 2.880526 0.194708 1.187620 -1.220743 -0.048349 0.6078 0.6212 0.3423 8.593156 3.847192
2459572 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.279179 1.177754 1.821896 1.635392 0.057404 1.308068 -1.253587 0.193743 0.6064 0.6223 0.3399 3.891946 4.402457
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.310209 -0.201175 0.403006 -0.583514 2.385730 -0.531105 -0.656776 -0.199908 0.0565 0.0798 0.0113 nan nan
2459570 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.242538 2.538559 -1.303834 1.511008 -0.775778 1.956258 -0.356744 1.112659 0.6056 0.6420 0.3290 6.534324 7.646589
2459569 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.370283 0.792935 1.964370 1.885403 1.653933 1.524642 1.199164 2.046464 0.7185 0.7271 0.2108 4.826134 4.994603
2459566 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.819746 1.184342 2.432527 2.205988 -0.483591 1.118654 -0.639325 -0.597757 0.6108 0.6186 0.3560 9.206442 5.825587
2459565 RF_maintenance 100.00% - - - 100.00% 0.00% 102571.649429 160872.719359 4946282.044049 4062984.468324 nan nan -5.052525 -5.052525 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.495041 -0.102377 2.908714 0.059295 -0.127171 -1.612448 -1.748400 -1.428316 0.6294 0.6360 0.3346 3.510805 3.097400
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.246124 3.298838 23.759817 18.198144 11.757405 9.929632 -1.723345 -1.620108 0.6061 0.6146 0.3468 2.501051 2.610600
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.428443 -0.464196 0.980451 -0.457339 -0.502853 -2.205749 -1.423675 -1.219360 0.6151 0.6269 0.3409 2.958711 2.971958
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.872418 0.000444 1.486180 0.102052 -0.238317 -1.789208 -2.121221 -2.050509 0.6204 0.6356 0.3414 2.912751 2.902006
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.139978 0.104015 1.689474 0.354327 0.152925 -0.783527 -1.578466 -1.461100 0.6286 0.6385 0.3324 3.160724 2.859077
2459558 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.120773 3.403761 12.758240 9.411457 12.824511 9.627830 -1.694620 -1.793475 0.6257 0.6297 0.3378 3.894827 3.171426
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0911 0.1239 0.0250 nan nan
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.728665 3.614648 13.382089 9.697527 11.767486 8.426123 -2.220660 -2.811698 0.6363 0.6379 0.3325 3.883141 3.097898
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6258 0.6314 0.3418 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.761519 4.150961 17.528681 13.811942 18.423510 13.604086 0.316235 -0.028934 0.6378 0.6421 0.3382 8.007240 8.720641
2459551 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.643116 0.005495 1.539650 0.006471 -0.293374 -1.709349 -1.939331 -1.676962 0.6252 0.6322 0.3320 3.163077 2.804283
2459550 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0627 0.0854 0.0152 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.961781 3.339160 12.922639 9.888914 12.678805 9.437808 -2.217367 -2.179837 0.6304 0.6367 0.3414 3.601928 3.014725
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.638493 3.151575 25.691033 20.029003 0.446881 0.569252 -2.065595 -1.681271 0.6890 0.6908 0.3156 4.387910 3.392982
2459541 RF_maintenance 100.00% 1.34% 1.79% 0.00% 100.00% 0.00% 6.167755 2.677030 16.189887 11.772465 9.967170 9.130076 4.237556 3.183900 0.6921 0.6849 0.2940 3.649929 3.301270
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.098282 0.746358 2.919209 1.277878 0.910189 -1.140221 -1.051181 -1.012480 0.6908 0.6857 0.3157 3.057523 2.794662
2459536 RF_maintenance 100.00% 37.06% 37.06% 0.00% 100.00% 0.00% 9.493368 5.200103 21.457545 16.586795 19.789698 14.597087 -3.389390 -3.378592 0.4204 0.4195 0.2128 3.335655 2.476785
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459534 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.474091 0.376498 1.373681 0.390300 -0.229156 -1.367589 -1.525529 -0.363980 0.0944 0.0473 0.0062 1.176500 1.180237
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.750565 3.533538 13.248927 10.092306 10.773763 8.828067 -2.525395 -2.067222 0.0909 0.0648 0.0131 1.232285 1.240941
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.053273 4.410297 17.415774 12.952060 13.878610 10.690994 -2.123503 -1.921681 0.0841 0.0612 0.0128 1.213408 1.219390
2459530 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.520877 -0.067993 1.283192 0.068747 -0.101275 -1.651719 -1.798432 -1.437838 0.0909 0.0667 0.0148 1.183235 1.197238
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.133535 4.668123 14.031375 10.868925 28.768071 18.486242 -1.766200 -1.300125 0.9020 0.9332 0.3049 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 7.588128 4.188032 19.229941 15.193884 11.586344 14.201542 -5.452511 -4.382471 nan nan nan 12.320835 8.240905
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.237126 3.743900 17.581143 12.990272 7.383475 13.057139 -2.832159 -2.316223 0.6979 0.6603 0.3376 5.712851 4.346475
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.574993 3.758804 8.982731 5.714359 3.759300 0.285840 -0.901810 -0.883443 0.0548 0.0608 0.0092 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.004134 5.677863 11.227141 8.205608 12.294716 7.543326 10.093757 9.312718 0.0872 0.0583 0.0043 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.531606 53.066277 110.505178 86.273238 108.945472 55.778345 729.215869 253.900749 0.0086 0.0096 0.0038 1.099248 1.106216

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 42: 2459794

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Discontinuties 1976.719843 63.527720 59.845274 120.633859 108.416927 21.811384 41.308851 1976.719843 1551.808999

Antenna 42: 2459793

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.498931 -0.362541 0.753337 1.498931 0.504420 -0.551115 -0.332000 -1.087265 -0.543010

Antenna 42: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 2.402573 -0.679662 0.372753 2.402573 -0.031082 0.093791 -0.392083 -0.219880 -0.440003

Antenna 42: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power inf 281.525428 281.574450 inf inf 517.913496 513.405226 735.159890 726.566847

Antenna 42: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 3.130201 0.746400 -0.090952 -0.008807 3.130201 -0.483778 1.085819 -0.567861 -0.611446

Antenna 42: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.830164 0.965951 -1.207855 1.061460 1.830164 -0.062242 -0.301283 -1.291204 -1.518022

Antenna 42: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.969125 0.526961 -1.283946 1.002842 1.969125 0.725438 -0.036100 -0.392366 -0.641549

Antenna 42: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.189935 -1.377183 0.788293 1.189935 0.116094 -0.962015 0.376964 -0.621246 -0.392989

Antenna 42: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 3.015294 0.576573 -0.827649 0.632458 3.015294 0.318477 1.327077 -0.404973 -1.317094

Antenna 42: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 9.126023 0.431779 0.159123 0.494084 9.126023 -0.236237 3.064353 -0.692127 -0.660821

Antenna 42: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 6.974383 0.587803 0.288141 6.974383 0.050741 4.626426 -0.360444 -0.780344 -1.070436

Antenna 42: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 0.872614 0.382755 -0.536126 -0.401691 0.872614 0.177415 -0.145674 -0.395828 -1.264088

Antenna 42: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 42: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 0.868240 -1.081552 0.324786 -1.129218 0.277803 -1.035298 0.868240 -0.695728 -0.045798

Antenna 42: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 0.961330 0.705328 -0.599416 0.556815 0.642918 0.961330 -0.580929 -0.427789 -1.102024

Antenna 42: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.422608 -0.186564 0.422608 0.266674 -0.051596 -0.042865 -1.070375 -0.997853 -1.196555

Antenna 42: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.286703 0.286703 -0.907396 -0.427048 -0.385860 -0.313709 -1.506916 -0.391577 -0.773792

Antenna 42: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.601694 -0.970855 0.601694 -1.024759 0.157749 -1.032981 0.430709 -0.421019 0.050742

Antenna 42: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.619091 0.619091 -0.824074 0.146870 -0.910812 0.186277 -0.793963 0.105880 -0.247113

Antenna 42: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Discontinuties 0.585398 0.339838 -0.678143 -0.313681 -0.821416 0.119107 -1.135844 0.585398 0.037213

Antenna 42: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.115869 0.115869 -0.878519 -0.427862 -0.378824 -0.625429 -1.146566 -0.447389 -0.440691

Antenna 42: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.207281 -0.938103 0.207281 0.028782 -0.503632 -1.106005 -0.649216 -0.759508 -0.368955

Antenna 42: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.826084 -0.899210 0.826084 -0.852757 0.185481 -0.392244 0.105458 -0.214208 0.109070

Antenna 42: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.654882 0.654882 -0.819905 0.136163 -0.667023 0.159078 -0.269708 -0.316012 -0.335831

Antenna 42: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.367237 0.367237 -0.984522 -0.451739 -0.278672 0.043340 -0.789162 -0.081142 -0.743362

Antenna 42: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Discontinuties 2.931203 -0.672306 0.674070 -0.707273 -0.140140 1.627395 -0.168916 2.931203 1.672329

Antenna 42: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.350483 0.350483 -1.034092 -0.247362 -0.668599 -0.097800 -1.393589 -0.572415 -0.601879

Antenna 42: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 0.326437 -0.981986 0.065318 0.326437 -0.523369 -0.380599 -0.709750 -1.094384 -0.684830

Antenna 42: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.413569 -0.814470 0.413569 -0.914228 -0.131166 -0.441424 0.314729 -0.295549 0.003303

Antenna 42: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 1.155293 -0.901978 0.562246 -0.939192 0.102429 -0.782295 1.155293 -0.673886 -0.174682

Antenna 42: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.065257 0.065257 -0.712985 -0.158446 -0.878688 -0.225648 -0.846768 -0.225775 -0.611342

Antenna 42: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 1.462246 -0.833954 0.670648 -0.958966 -0.005115 -1.224422 1.462246 0.131317 -0.196547

Antenna 42: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 1.997864 -0.829032 0.474068 -0.930442 0.027114 -0.777440 1.997864 -0.563846 0.174426

Antenna 42: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.900614 0.900614 -0.756987 0.098620 -1.028892 0.230875 -0.200156 -0.034500 -0.351435

Antenna 42: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.710817 -0.652972 0.710817 -0.110666 -0.720374 -0.214672 -0.459779 -0.143109 -0.021242

Antenna 42: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.534863 -0.643066 0.534863 0.182104 -0.436390 -0.328846 -0.163975 -0.153498 -0.228662

Antenna 42: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.633170 -0.743394 0.633170 -1.052296 0.009900 -1.079577 -0.306740 -0.405767 0.095005

Antenna 42: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 42: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 3.238456 0.954263 0.428036 -0.176139 -0.786798 0.410007 3.238456 -0.480218 -1.254028

Antenna 42: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 Not Found ee Shape 1.897924 1.809081 1.897924 -0.316391 -0.354536 0.152923 -0.435400 -1.452785 -0.131853

Antenna 42: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 1.309113 0.553644 -1.094256 0.080108 -1.082306 1.309113 -0.883377 0.160235 -0.615080

Antenna 42: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 1.726606 1.726606 0.763278 -0.315539 -0.652941 0.851803 0.080438 0.633673 0.732446

Antenna 42: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 0.723654 -1.162028 -0.105829 0.723654 -0.587983 -0.269608 -0.123535 -0.919682 -0.255229

Antenna 42: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 42: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 3.273585 2.853945 2.137027 -0.118050 0.132427 3.273585 0.720119 -0.960515 -0.056594

Antenna 42: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 3.295423 1.523247 0.498730 -0.206712 -0.731654 0.639003 3.295423 -0.306247 -1.063008

Antenna 42: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 0.427675 -0.616600 0.293206 0.136311 -0.509742 0.205542 0.427675 -0.890002 -0.168315

Antenna 42: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.072236 0.072236 -1.070564 -0.162916 -0.738447 -0.036169 -0.942832 -0.018816 -0.470046

Antenna 42: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 1.481850 0.205948 0.905362 -0.600708 -0.055869 1.481850 0.637644 -0.748619 -0.356340

Antenna 42: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 0.781077 0.095804 0.781077 -0.681772 -0.126891 0.515426 0.097761 -1.053597 -0.357965

Antenna 42: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 1.128722 0.012909 1.128722 -0.906328 0.071799 0.717664 0.402546 -0.525548 -0.498546

Antenna 42: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.523734 0.523734 -1.259997 -0.071551 0.193196 0.243240 -1.784418 -0.077466 -0.884908

Antenna 42: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 0.664095 0.664095 0.111830 -0.089469 -0.696213 0.337495 0.270951 -0.424145 -0.821529

Antenna 42: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 1.280546 0.072425 0.126141 -0.938107 -0.641656 1.280546 0.629273 -0.910457 -0.645456

Antenna 42: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 0.657813 -0.104895 0.009500 -0.761139 -0.409846 0.657813 -0.334379 -0.744906 -0.459457

Antenna 42: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 1.891241 0.011864 0.659706 -0.820053 -0.343623 1.891241 1.152334 -0.937131 -0.385243

Antenna 42: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 42: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.322493 -1.376534 0.322493 -0.391870 -0.211501 -0.580812 0.000073 -0.737828 -0.108462

Antenna 42: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 42: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 3.800525 -0.115278 0.231508 -0.806739 -0.260086 3.800525 1.681017 -0.833379 -0.374771

Antenna 42: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 3.774796 0.757132 0.548881 -0.375070 -0.693770 3.774796 3.621073 -0.213113 -0.976743

Antenna 42: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 0.810987 0.810987 0.487591 -0.605256 -0.820292 -0.032240 0.717443 -0.480383 -0.806709

Antenna 42: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 0.611462 0.397289 0.248340 -0.321901 -0.705872 0.529032 0.611462 -0.428345 -0.810419

Antenna 42: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 0.252200 -0.810912 0.093452 0.252200 -0.319924 -0.442912 0.123045 -0.475191 0.047566

Antenna 42: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 1.032100 0.250256 0.637031 -0.678221 -0.336777 1.032100 0.543980 -0.777688 -0.375053

Antenna 42: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.141340 0.141340 -0.999829 -0.739881 -0.105737 -0.398839 -0.944221 -0.148207 -0.415103

Antenna 42: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 0.263865 0.155946 0.263865 -0.610899 -0.494146 -0.038453 -0.154498 -0.751646 -0.471432

Antenna 42: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 0.921847 0.287494 0.489148 -0.363502 -0.322554 -0.540401 0.921847 -0.911933 -0.581001

Antenna 42: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance nn Temporal Discontinuties 0.767203 -0.736216 0.420700 0.229098 0.077022 -0.347287 0.443389 -0.406547 0.767203

Antenna 42: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance nn Temporal Variability 6.841669 1.189904 1.288570 -0.901717 -0.360715 6.841669 -1.288449 -2.956473 -3.730018

Antenna 42: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 42: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance nn Temporal Variability 0.948568 0.192097 0.696520 -0.910365 -0.723002 0.948568 0.417842 -0.884206 -0.267773

Antenna 42: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance ee Temporal Variability 62.247029 0.952558 1.175032 -0.814139 -0.222626 54.935761 62.247029 35.035112 35.785922

Antenna 42: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance nn Shape 0.493598 -0.499192 0.493598 -0.238515 -0.176525 -0.326928 -0.363948 -0.669502 -0.503263

Antenna 42: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance nn Shape 0.678098 0.678098 -0.487535 0.082741 -0.770515 -0.125846 0.575251 -0.396194 -0.461092

Antenna 42: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance ee Temporal Discontinuties 27336.821227 6983.434878 6983.434878 6500.974707 6500.974707 5323.282815 5323.282815 27336.821227 27336.821227

Antenna 42: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance nn Temporal Discontinuties 5730.122975 1477.571037 1477.571037 1329.889068 1329.889068 1432.538887 1432.538887 5730.122975 5730.122975

Antenna 42: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance ee Temporal Discontinuties 3160.750183 926.281594 926.281594 907.852599 907.852599 936.300218 936.300218 3160.750183 3160.750183

Antenna 42: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 RF_maintenance nn Shape 0.761632 0.761632 -0.810330 -0.460865 -0.177012 -0.174705 -0.745726 -0.057049 -0.230352

Antenna 42: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Temporal Variability 0.762984 -0.709158 0.170808 0.089712 0.021449 -0.494155 0.762984 -0.247813 0.057578

Antenna 42: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Power 0.106623 -0.989274 -0.950256 -0.852696 0.106623 -0.767025 -0.037544 -0.898112 -0.234789

Antenna 42: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Temporal Variability 1.805651 -0.486327 0.461519 -0.327858 0.019777 0.126659 1.805651 -0.752754 -0.042932

Antenna 42: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Temporal Variability 1.976942 -0.479499 0.484078 -0.316196 -0.197167 0.474664 1.976942 -0.899718 -0.481285

Antenna 42: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance ee Power 2.190560 0.599213 1.893669 2.190560 1.001523 nan nan -10.619603 -10.340121

Antenna 42: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 42: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance ee Temporal Variability 10351.495463 0.981642 0.539546 3.666287 5.147322 10322.268127 10351.495463 67.539364 65.485593

Antenna 42: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Temporal Variability 1.598393 -0.009609 -1.417325 -0.355486 -0.733287 1.598393 -0.193038 -0.423914 -0.314632

Antenna 42: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Temporal Variability 0.488731 0.322976 -1.450499 -0.319830 -0.757402 0.488731 -0.089803 -0.668707 -0.291632

Antenna 42: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Temporal Variability 1.441713 -1.354505 0.305743 -0.392336 -0.165548 -0.713254 1.441713 -0.592936 -0.645671

Antenna 42: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Power 73.513754 28.311312 22.841463 73.513754 69.820746 18.306986 17.222173 3.744721 3.343147

Antenna 42: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Power 61.323066 20.388001 25.498651 58.322524 61.323066 23.854999 22.025374 2.982505 3.320934

Antenna 42: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Power 63.652056 28.371512 22.862108 63.652056 60.417966 14.984200 15.755495 2.686450 2.520997

Antenna 42: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Power 85.551954 26.410874 31.788112 81.900846 85.551954 29.909939 30.333288 4.449859 4.667307

Antenna 42: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Power 63.737587 23.912069 19.563168 63.737587 60.367032 10.208549 11.346245 0.698542 0.701753

Antenna 42: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Power 64.443297 32.110734 27.678713 64.443297 61.631569 37.690067 34.009324 9.878693 10.337635

Antenna 42: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 42: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance ee Shape 0.910581 0.134420 0.910581 -0.158196 -0.275876 0.648650 0.870820 -0.311688 0.034380

Antenna 42: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance nn Shape 0.761894 -0.798753 0.761894 -0.194340 -0.094806 -0.716919 0.693213 -1.533714 -0.721016

Antenna 42: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance ee Power 12.675810 5.195099 3.332244 12.675810 11.230049 6.810657 8.512171 -4.990973 -4.729393

Antenna 42: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 4 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan